Ph.D Student,
Visual Intelligence Lab. (VILab) [Google Scholar]
Department of Advanced Imaging, Chung-Ang University
305-801, 84, Heukseok-ro 5-gil, Dongjak-gu, Seoul, Republic of Korea
Email : mglee@vilab.cau.ac.kr, cinchon82@gmail.com
Experience
2023- Now Multi-modal AX Part in LGCNS
(Role) Project Manger & Consulting & Business Development & Research
2020-2023 Cloud Infrastructure engineer in LGCNS
2017-2019 Renewal Energy Business Development in LGCNS
2011-2016 Convergence Enginneer at SmartCity, Buildings in LGCNS
2021-2026 AI Imaging in Chung-Ang University (Doctor's Degree)
2008-2010 Urban Engineering in Yonsei University (Master's Degree)
Research Interest
Industrial Anomaly Detection
Image Generation
Project
[25.05 ~ Now] Visual Inspection Task for L-manufacturer
[25.09 ~ 25.12] AI Task for the electric power trading business
[25.01 ~ 25.09] Image Generation & Editing Task at Financial institution
[24.07 ~ 25.08] Verification of H-vehicle manufacturer’s design generation method (2nd)
[25.01 ~ 25.02] Product Image Generation & Editing Task
[24.09 ~ 25.02] Consumer Site Image and Content Analysis Task
[24.09 ~ 24.12] Fashion(eg.cloth) Image Generation Task
[24.06 ~ 24.08] Solving the problem of poor classification performance in manufacturing sites by supplementing datasets through image generation methods
[24.01 ~ 24.06] Verification of vehicle manufacturer’s design generation method (1st)
Awards & Patent
[Awards] Grand Prize on A.I idea competition, LGCNS, 2020 (KR)
[Patent] Method for generating deformed images for anomaly detection and computing device for performing the same, 2024 (KR, US)
[Patent] Architectural decorative material design work system and method, 2020 (KR)
Publications
International (1st-Author)
Text-guided Variational Image Generation Method for Industrial Anomaly Detection and Segmentation, Conference on Computer Vision and Pattern Recognition (Published CVPR, 2024). [Arxiv] [Github]
Category-specific Augmentation Search Using Attentional Interpolation for Unsupervised Domain Adaptation, (Published ECAI, 2025),. [Link] [Github]
Industrial Defect-Retrieval Augmented Generation for Robust and Precise Industrial Surface Defect Detection, (Published MVA, 2025). (SCIE journal, Q2).
Multimodal Variational Generator for Industrial Anomaly Detection: Text-Guided Non-Defective Data Synthesis, (Preparing TNNLS, 2026).
CAA Extension, (Preparing PR, 2026)
International (Co-Author)
Proportion and Viewpoint Adjustment for Automotive Design. (Published IAAI, 2025). [Arxiv] [Github]
Encore: Music-Driven 3D Avatar Performance. (Submitted SIGGRAPH, 2026).
RoomCurator: Structured Optimization for Intelligent 3D Layout Design. (Submitted CVPR, 2025).
Enhancing Defect Classification in Anomaly Classification through High-Similarity Measures. (Submitted ICPR, 2026).
Dynamic Augmentation Strategy Selection for Incremental Object Detection. (Submitted ICPR, 2026).
Domestic
재구성 이미지를 추가한 이상 탐지 학습 실험, 2023 (대한전자공학회)
An analysis of the level of importance by design element of urban waterfront eco parks,
Urban design Institute, 2011, 430(9Page)
A Comparative Study on Preferences and Uses of the Welfare Facilities Annexed to the Apartment Housing Complex,
Urban design Institute, 2009, 126(11Page)
The Study of Satisfaction and Perception in Public Facility Remodeling ,
Korea Planning association 2008, 445(8Page)